Callback signature doesn't match with the docs for PRIMA

Describe the bug 🐞

The docs say that the first argument passed to the callback function is an OptimizationState. But if I run the optimization with NEWUOA of PRIMA then it's actually an Array.

Expected behavior

First argument passed to the callback function is an OptimizationState.

Minimal Reproducible Example 👇

using Optimization, OptimizationPRIMA

function problem(x, p)
    return sum(x .^ 2) 
end

function main()
    x = randn(10)

    callback = function (state, obj, others...)
        println("Iteration: $(state.iter)")
        return false
    end

    p = OptimizationProblem(problem, x, callback = callback)

    solve(p, NEWUOA())
end

main()

Error & Stacktrace ⚠️

ERROR: LoadError: type Array has no field iter
Stacktrace:
  [1] getproperty
    @ ./Base.jl:37 [inlined]
  [2] (::var"#1#2")(::Vector{Float64}, ::Float64)
    @ Main ~/Workspaces/OptimizationBug/main.jl:11
  [3] (::OptimizationPRIMA.var"#3#6"{OptimizationCache{OptimizationFunction{true, SciMLBase.NoAD, typeof(problem), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, OptimizationBase.ReInitCache{Vector{Float64}, SciMLBase.NullParameters}, Nothing, Nothing, Nothing, Nothing, Nothing, NEWUOA, Base.Iterators.Cycle{Tuple{OptimizationBase.NullData}}, Bool, var"#1#2"}})(θ::Vector{Float64})
    @ OptimizationPRIMA ~/.julia/packages/OptimizationPRIMA/85gFS/src/OptimizationPRIMA.jl:123
  [4] _objfun_wrapper(x_ptr::Ptr{Float64}, f_ptr::Ptr{Float64})
    @ PRIMA ~/.julia/packages/PRIMA/8IzVw/src/PRIMA.jl:510
  [5] prima_newuoa(calfun::Ptr{Nothing}, n::Int64, x::Vector{Float64}, f::Base.RefValue{Float64}, nf::Base.RefValue{Int32}, rhobeg::Float64, rhoend::Float64, ftarget::Float64, maxfun::Int64, npt::Int64, iprint::PRIMA.Message)
    @ PRIMA ~/.julia/packages/PRIMA/8IzVw/src/wrappers.jl:46
  [6] newuoa!(f::Function, x::Vector{Float64}; rhobeg::Float64, rhoend::Float64, ftarget::Float64, maxfun::Int64, npt::Int64, iprint::PRIMA.Message)
    @ PRIMA ~/.julia/packages/PRIMA/8IzVw/src/PRIMA.jl:325
  [7] newuoa!
    @ ~/.julia/packages/PRIMA/8IzVw/src/PRIMA.jl:307 [inlined]
  [8] #newuoa#2
    @ ~/.julia/packages/PRIMA/8IzVw/src/PRIMA.jl:29 [inlined]
  [9] newuoa(f::Function, x0::Vector{Float64})
    @ PRIMA ~/.julia/packages/PRIMA/8IzVw/src/PRIMA.jl:27
 [10] __solve(cache::OptimizationCache{OptimizationFunction{true, SciMLBase.NoAD, typeof(problem), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, typeof(SciMLBase.DEFAULT_OBSERVED_NO_TIME), Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing, Nothing}, OptimizationBase.ReInitCache{Vector{Float64}, SciMLBase.NullParameters}, Nothing, Nothing, Nothing, Nothing, Nothing, NEWUOA, Base.Iterators.Cycle{Tuple{OptimizationBase.NullData}}, Bool, var"#1#2"})
    @ OptimizationPRIMA ~/.julia/packages/OptimizationPRIMA/85gFS/src/OptimizationPRIMA.jl:177
 [11] solve!
    @ ~/.julia/packages/SciMLBase/hSv8d/src/solve.jl:188 [inlined]
 [12] #solve#623
    @ ~/.julia/packages/SciMLBase/hSv8d/src/solve.jl:96 [inlined]
 [13] solve
    @ ~/.julia/packages/SciMLBase/hSv8d/src/solve.jl:93 [inlined]
 [14] main()
    @ Main ~/Workspaces/OptimizationBug/main.jl:17
 [15] top-level scope
    @ ~/Workspaces/OptimizationBug/main.jl:20

Environment:

Output of using Pkg; Pkg.status()

  [7f7a1694] Optimization v3.25.0
  [72f8369c] OptimizationPRIMA v0.0.1

Output of using Pkg; Pkg.status(; mode = PKGMODE_MANIFEST)

  [47edcb42] ADTypes v1.1.0
  [1520ce14] AbstractTrees v0.4.5
  [7d9f7c33] Accessors v0.1.36
  [79e6a3ab] Adapt v4.0.4
  [4fba245c] ArrayInterface v7.10.0
  [38540f10] CommonSolve v0.2.4
  [a33af91c] CompositionsBase v0.1.2
  [88cd18e8] ConsoleProgressMonitor v0.1.2
  [187b0558] ConstructionBase v1.5.5
  [9a962f9c] DataAPI v1.16.0
  [e2d170a0] DataValueInterfaces v1.0.0
  [ffbed154] DocStringExtensions v0.9.3
  [4e289a0a] EnumX v1.0.4
  [e2ba6199] ExprTools v0.1.10
  [069b7b12] FunctionWrappers v1.1.3
  [77dc65aa] FunctionWrappersWrappers v0.1.3
  [46192b85] GPUArraysCore v0.1.6
  [3587e190] InverseFunctions v0.1.14
  [82899510] IteratorInterfaceExtensions v1.0.0
  [692b3bcd] JLLWrappers v1.5.0
  [5be7bae1] LBFGSB v0.4.1
  [1d6d02ad] LeftChildRightSiblingTrees v0.2.0
  [e6f89c97] LoggingExtras v1.0.3
  [1914dd2f] MacroTools v0.5.13
  [7f7a1694] Optimization v3.25.0
  [bca83a33] OptimizationBase v0.0.7
  [72f8369c] OptimizationPRIMA v0.0.1
  [bac558e1] OrderedCollections v1.6.3
⌅ [0a7d04aa] PRIMA v0.1.1
  [aea7be01] PrecompileTools v1.2.1
  [21216c6a] Preferences v1.4.3
  [33c8b6b6] ProgressLogging v0.1.4
  [92933f4c] ProgressMeter v1.10.0
  [3cdcf5f2] RecipesBase v1.3.4
  [731186ca] RecursiveArrayTools v3.16.0
  [189a3867] Reexport v1.2.2
  [ae029012] Requires v1.3.0
  [7e49a35a] RuntimeGeneratedFunctions v0.5.13
  [0bca4576] SciMLBase v2.36.1
  [c0aeaf25] SciMLOperators v0.3.8
  [53ae85a6] SciMLStructures v1.1.0
  [efcf1570] Setfield v1.1.1
  [1e83bf80] StaticArraysCore v1.4.2
  [2efcf032] SymbolicIndexingInterface v0.3.21
  [3783bdb8] TableTraits v1.0.1
  [bd369af6] Tables v1.11.1
  [5d786b92] TerminalLoggers v0.1.7
  [c3b1956e] TypeUtils v0.3.8
  [81d17ec3] L_BFGS_B_jll v3.0.1+0
  [eead6e0c] PRIMA_jll v0.7.1+0
  [0dad84c5] ArgTools v1.1.1
  [56f22d72] Artifacts
  [2a0f44e3] Base64
  [ade2ca70] Dates
  [8ba89e20] Distributed
  [f43a241f] Downloads v1.6.0
  [7b1f6079] FileWatching
  [9fa8497b] Future
  [b77e0a4c] InteractiveUtils
  [b27032c2] LibCURL v0.6.4
  [76f85450] LibGit2
  [8f399da3] Libdl
  [37e2e46d] LinearAlgebra
  [56ddb016] Logging
  [d6f4376e] Markdown
  [ca575930] NetworkOptions v1.2.0
  [44cfe95a] Pkg v1.10.0
  [de0858da] Printf
  [3fa0cd96] REPL
  [9a3f8284] Random
  [ea8e919c] SHA v0.7.0
  [9e88b42a] Serialization
  [6462fe0b] Sockets
  [2f01184e] SparseArrays v1.10.0
  [10745b16] Statistics v1.10.0
  [4607b0f0] SuiteSparse
  [fa267f1f] TOML v1.0.3
  [a4e569a6] Tar v1.10.0
  [8dfed614] Test
  [cf7118a7] UUIDs
  [4ec0a83e] Unicode
  [e66e0078] CompilerSupportLibraries_jll v1.1.1+0
  [deac9b47] LibCURL_jll v8.4.0+0
  [e37daf67] LibGit2_jll v1.6.4+0
  [29816b5a] LibSSH2_jll v1.11.0+1
  [c8ffd9c3] MbedTLS_jll v2.28.2+1
  [14a3606d] MozillaCACerts_jll v2023.1.10
  [4536629a] OpenBLAS_jll v0.3.23+4
  [bea87d4a] SuiteSparse_jll v7.2.1+1
  [83775a58] Zlib_jll v1.2.13+1
  [8e850b90] libblastrampoline_jll v5.8.0+1
  [8e850ede] nghttp2_jll v1.52.0+1
  [3f19e933] p7zip_jll v17.4.0+2

Output of versioninfo()

Julia Version 1.10.3
Commit 0b4590a5507 (2024-04-30 10:59 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
  CPU: 16 × Intel(R) Xeon(R) W-11955M CPU @ 2.60GHz
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, tigerlake)
Threads: 1 default, 0 interactive, 1 GC (on 16 virtual cores)

SciML / Optimization.jl

Callback signature doesn't match with the docs for PRIMA #743